{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Detect Demand Peaks\n",
    "\n",
    "> In this example we will show how to perform electricity load forecasting on the ERCOT (Texas) market for detecting daily peaks."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predicting peaks in different markets is useful. In the electricity market, consuming electricity at peak demand is penalized with higher tarifs. When an individual or company consumes electricity when its most demanded, regulators calls that a coincident peak (CP).\n",
    "\n",
    "In the Texas electricity market (ERCOT), the peak is the monthly 15-minute interval when the ERCOT Grid is at a point of highest capacity. The peak is caused by all consumers’ combined demand on the electrical grid. The coincident peak demand is an important factor used by ERCOT to determine final electricity consumption bills. ERCOT registers the CP demand of each client for 4 months, between June and September, and uses this to adjust electricity prices. Clients can therefore save on electricity bills by reducing the coincident peak demand.\n",
    "\n",
    "In this example we will train an `NHITS` model on historic load data to forecast day-ahead peaks on September 2022. Multiple seasonality is traditionally present in low sampled electricity data. Demand exhibits daily and weekly seasonality, with clear patterns for specific hours of the day such as 6:00pm vs 3:00am or for specific days such as Sunday vs Friday.\n",
    "\n",
    "First, we will load ERCOT historic demand, then we will use the `Neuralforecast.cross_validation` method to fit the model and forecast daily load during September. Finally, we show how to use the forecasts to detect the coincident peak. "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Outline**\n",
    "\n",
    "1. Install libraries\n",
    "1. Load and explore the data\n",
    "1. Fit NHITS model and forecast\n",
    "1. Peak detection"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-tip}\n",
    "You can use Colab to run this Notebook interactively <a href=\"https://colab.research.google.com/github/Nixtla/neuralforecast/blob/main/nbs/examples/ElectricityPeakForecasting.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
    ":::\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Libraries"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We assume you have NeuralForecast already installed. Check this guide for instructions on [how to install NeuralForecast](../getting-started/04_installation.ipynb).\n",
    "\n",
    "Install the necessary packages using `pip install neuralforecast`"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input to NeuralForecast models is always a data frame in [long format](https://www.theanalysisfactor.com/wide-and-long-data/) with three columns: `unique_id`, `ds` and `y`:\n",
    "\n",
    "* The `unique_id` (string, int or category) represents an identifier for the series. \n",
    "\n",
    "* The `ds` (datestamp or int) column should be either an integer indexing time or a datestamp ideally like YYYY-MM-DD for a date or YYYY-MM-DD HH:MM:SS for a timestamp.\n",
    "\n",
    "* The `y` (numeric) represents the measurement we wish to forecast. \n",
    "We will rename the \n",
    "\n",
    "First, download and read the 2022 historic total demand of the ERCOT market, available [here](https://www.ercot.com/gridinfo/load/load_hist). The data processing includes adding the missing hour due to daylight saving time, parsing the date to datetime format, and filtering columns of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "Y_df = pd.read_csv('https://datasets-nixtla.s3.amazonaws.com/ERCOT-clean.csv', parse_dates=['ds'])\n",
    "Y_df = Y_df.query(\"ds >= '2022-01-01' & ds <= '2022-10-01'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='ds'>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Y_df.plot(x='ds', y='y', figsize=(20, 7))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit and Forecast with NHITS"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the `NeuralForecast` class and the models you need. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuralforecast.core import NeuralForecast\n",
    "from neuralforecast.auto import AutoNHITS"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, instantiate the model and define the parameters. To instantiate `AutoNHITS` you need to define:\n",
    "\n",
    "* `h`: forecasting horizon\n",
    "* `loss`: training loss. Use the `DistributionLoss` to produce probabilistic forecasts. Default: `MAE`.\n",
    "* `config`: hyperparameter search space. If `None`, the `AutoNHITS` class will use a pre-defined suggested hyperparameter space.\n",
    "* `num_samples`: number of configurations explored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = [AutoNHITS(h=24,\n",
    "                    config=None, # Uses default config\n",
    "                    num_samples=10\n",
    "                   )\n",
    "         ]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We fit the model by instantiating a `NeuralForecast` object with the following required parameters:\n",
    "\n",
    "* `models`: a list of models. Select the models you want from [models](../capabilities/01_overview.ipynb) and import them.\n",
    "\n",
    "* `freq`: a string indicating the frequency of the data. (See [panda's available frequencies](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases).)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate StatsForecast class as sf\n",
    "nf = NeuralForecast(\n",
    "    models=models,\n",
    "    freq='h', \n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `cross_validation` method allows the user to simulate multiple historic forecasts, greatly simplifying pipelines by replacing for loops with `fit` and `predict` methods. This method re-trains the model and forecast each window. See [this tutorial](https://nixtla.github.io/statsforecast/examples/getting_started_complete.html) for an animation of how the windows are defined. \n",
    "\n",
    "Use the `cross_validation` method to produce all the daily forecasts for September. To produce daily forecasts set the forecasting horizon `h` as 24. In this example we are simulating deploying the pipeline during September, so set the number of windows as 30 (one for each day). Finally, set the step size between windows as 24, to only produce one forecast per day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "crossvalidation_df = nf.cross_validation(\n",
    "    df=Y_df,\n",
    "    step_size=24,\n",
    "    n_windows=30\n",
    "  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>cutoff</th>\n",
       "      <th>AutoNHITS</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 23:00:00</td>\n",
       "      <td>45841.601562</td>\n",
       "      <td>45482.471757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-09-01 01:00:00</td>\n",
       "      <td>2022-08-31 23:00:00</td>\n",
       "      <td>43613.394531</td>\n",
       "      <td>43602.658043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-09-01 02:00:00</td>\n",
       "      <td>2022-08-31 23:00:00</td>\n",
       "      <td>41968.945312</td>\n",
       "      <td>42284.817342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-09-01 03:00:00</td>\n",
       "      <td>2022-08-31 23:00:00</td>\n",
       "      <td>41038.539062</td>\n",
       "      <td>41663.156771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-09-01 04:00:00</td>\n",
       "      <td>2022-08-31 23:00:00</td>\n",
       "      <td>41237.203125</td>\n",
       "      <td>41710.621904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id                  ds              cutoff     AutoNHITS  \\\n",
       "0     ERCOT 2022-09-01 00:00:00 2022-08-31 23:00:00  45841.601562   \n",
       "1     ERCOT 2022-09-01 01:00:00 2022-08-31 23:00:00  43613.394531   \n",
       "2     ERCOT 2022-09-01 02:00:00 2022-08-31 23:00:00  41968.945312   \n",
       "3     ERCOT 2022-09-01 03:00:00 2022-08-31 23:00:00  41038.539062   \n",
       "4     ERCOT 2022-09-01 04:00:00 2022-08-31 23:00:00  41237.203125   \n",
       "\n",
       "              y  \n",
       "0  45482.471757  \n",
       "1  43602.658043  \n",
       "2  42284.817342  \n",
       "3  41663.156771  \n",
       "4  41710.621904  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crossvalidation_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-important}\n",
    "When using `cross_validation` make sure the forecasts are produced at the desired timestamps. Check the `cutoff` column which specifices the last timestamp before the forecasting window.\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Peak Detection"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we use the forecasts in `crossvaldation_df` to detect the daily hourly demand peaks. For each day, we set the detected peaks as the highest forecasts. In this case, we want to predict one peak (`npeaks`); depending on your setting and goals, this parameter might change. For example, the number of peaks can correspond to how many hours a battery can be discharged to reduce demand."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "npeaks = 1 # Number of peaks"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the ERCOT 4CP detection task we are interested in correctly predicting the highest monthly load. Next, we filter the day in September with the highest hourly demand and predict the peak."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "crossvalidation_df = crossvalidation_df[['ds','y','AutoNHITS']]\n",
    "max_day = crossvalidation_df.iloc[crossvalidation_df['y'].argmax()].ds.day # Day with maximum load\n",
    "cv_df_day = crossvalidation_df.query('ds.dt.day == @max_day')\n",
    "max_hour = cv_df_day['y'].argmax()\n",
    "peaks = cv_df_day['AutoNHITS'].argsort().iloc[-npeaks:].values # Predicted peaks"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following plot we see how the model is able to correctly detect the coincident peak for September 2022."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.axvline(cv_df_day.iloc[max_hour]['ds'], color='black', label='True Peak')\n",
    "plt.scatter(cv_df_day.iloc[peaks]['ds'], cv_df_day.iloc[peaks]['AutoNHITS'], color='green', label=f'Predicted Top-{npeaks}')\n",
    "plt.plot(cv_df_day['ds'], cv_df_day['y'], label='y', color='blue')\n",
    "plt.plot(cv_df_day['ds'], cv_df_day['AutoNHITS'], label='Forecast', color='red')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Load (MW)')\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-important}\n",
    "In this example we only include September. However, `NHITS` can correctly predict the peaks for the 4 months of 2022. You can try this by increasing the `nwindows` parameter of `cross_validation` or filtering the `Y_df` dataset. The complete run for all months take only 10 minutes.\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "- [Cristian Challu, Kin G. Olivares, Boris N. Oreshkin, Federico Garza, Max Mergenthaler-Canseco, Artur Dubrawski (2021). \"NHITS: Neural Hierarchical Interpolation for Time Series Forecasting\". Accepted at AAAI 2023.](https://arxiv.org/abs/2201.12886)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
